{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用[猎聘网站](https://www.liepin.com/zhaopin/?key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86)产品经理职位的资料整合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "### 使用模块\n",
    "import pandas as pd\n",
    "from requests_html import HTMLSession\n",
    "\n",
    "\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.get(\"https://www.liepin.com/zhaopin/?key=产品经理\")\n",
    "\n",
    "content_list = []\n",
    "\n",
    "# 从主页挖出 章标题\n",
    "items ={}\n",
    "items[\"job\"] = r.html.xpath('//*[@class=\"job-info\"]/h3/@title')\n",
    "items[\"salary\"] = r.html.xpath('//span[@class=\"text-warning\"]//text()')\n",
    "items[\"area\"] = r.html.xpath('//*[@class=\"area\"]//text()')\n",
    "items[\"edu\"] = r.html.xpath('//*[@class=\"edu\"]//text()')\n",
    "items[\"company-name\"] = r.html.xpath('//*[@class=\"company-name\"]/a/@title')\n",
    "items[\"url\"] = r.html.xpath('//*[@class=\"job-info\"]/h3/a/@href')\n",
    "\n",
    "content_list.append(items)\n",
    "\n",
    "\n",
    "df = pd.DataFrame(content_list[0])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位</th>\n",
       "      <th>薪水</th>\n",
       "      <th>链接</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>发布时间</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>设计师</td>\n",
       "      <td>7-9k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925678667.shtml</td>\n",
       "      <td>东莞建益陶瓷有限公司</td>\n",
       "      <td>东莞-塘厦镇</td>\n",
       "      <td>https://m.liepin.com/job/1925678667.shtml</td>\n",
       "      <td>4小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>设计师</td>\n",
       "      <td>6-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1917828313.shtml</td>\n",
       "      <td>东莞圣幸健康科技有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1917828313.shtml</td>\n",
       "      <td>11小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>设计师</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926834107.shtml</td>\n",
       "      <td>东莞市暄鑫商贸有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1926834107.shtml</td>\n",
       "      <td>昨天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>设计师</td>\n",
       "      <td>8-13k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926573527.shtml</td>\n",
       "      <td>东莞市先生知识产权服务有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1926573527.shtml</td>\n",
       "      <td>21小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>设计师</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1921389445.shtml</td>\n",
       "      <td>东莞市鸿兴食品有限公司</td>\n",
       "      <td>东莞-寮步镇</td>\n",
       "      <td>https://m.liepin.com/job/1921389445.shtml</td>\n",
       "      <td>2020-03-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>设计师</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924498917.shtml</td>\n",
       "      <td>深圳市宏运达建筑工程有限公司东莞分公司</td>\n",
       "      <td>东莞-凤岗镇</td>\n",
       "      <td>https://m.liepin.com/job/1924498917.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>设计师</td>\n",
       "      <td>3-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1923817791.shtml</td>\n",
       "      <td>东莞市汇家家居有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1923817791.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>设计师</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/19427709.shtml</td>\n",
       "      <td>XX公司</td>\n",
       "      <td>东莞-寮步镇</td>\n",
       "      <td>https://m.liepin.com/a/19427709.shtml</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>设计师</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1923669315.shtml</td>\n",
       "      <td>东莞市凌力电池有限公司</td>\n",
       "      <td>东莞-南城区</td>\n",
       "      <td>https://m.liepin.com/job/1923669315.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>设计师</td>\n",
       "      <td>2-5k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1923545617.shtml</td>\n",
       "      <td>东莞市天霖纸业有限公司</td>\n",
       "      <td>东莞-大岭山</td>\n",
       "      <td>https://m.liepin.com/job/1923545617.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>设计师</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1921231087.shtml</td>\n",
       "      <td>东莞市爱笛斯饰品有限公司</td>\n",
       "      <td>东莞-长安镇</td>\n",
       "      <td>https://m.liepin.com/job/1921231087.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>设计师</td>\n",
       "      <td>6-9k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1919732633.shtml</td>\n",
       "      <td>东莞市天介设计制作有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>https://m.liepin.com/job/1919732633.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1918299221.shtml</td>\n",
       "      <td>东莞市匠源装饰设计工程有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1918299221.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>设计师</td>\n",
       "      <td>6-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1913422447.shtml</td>\n",
       "      <td>东莞市品雅餐饮策划管理有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1913422447.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>设计师</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1915677539.shtml</td>\n",
       "      <td>东莞市凯成环保科技有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1915677539.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>毛衫设计师</td>\n",
       "      <td>6-10k·13薪</td>\n",
       "      <td>https://m.liepin.com/job/1926849443.shtml</td>\n",
       "      <td>广东印象派服装有限公司</td>\n",
       "      <td>东莞-大朗镇</td>\n",
       "      <td>https://m.liepin.com/job/1926849443.shtml</td>\n",
       "      <td>41分钟前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>视觉设计师</td>\n",
       "      <td>7-9k·13薪</td>\n",
       "      <td>https://m.liepin.com/job/1926767343.shtml</td>\n",
       "      <td>都市丽人</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1926767343.shtml</td>\n",
       "      <td>9小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>珠宝设计师</td>\n",
       "      <td>4-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926657717.shtml</td>\n",
       "      <td>东莞晶皇商贸有限公司</td>\n",
       "      <td>东莞-长安镇</td>\n",
       "      <td>https://m.liepin.com/job/1926657717.shtml</td>\n",
       "      <td>8小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>工业设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925675447.shtml</td>\n",
       "      <td>科好集团(香港)有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925675447.shtml</td>\n",
       "      <td>5小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>UI设计师</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925675237.shtml</td>\n",
       "      <td>科好集团(香港)有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925675237.shtml</td>\n",
       "      <td>5小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>网页设计师</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925675175.shtml</td>\n",
       "      <td>科好集团(香港)有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925675175.shtml</td>\n",
       "      <td>5小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>珠宝设计师</td>\n",
       "      <td>4-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925332601.shtml</td>\n",
       "      <td>东莞市永彩饰品商贸有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925332601.shtml</td>\n",
       "      <td>8小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>设计师助理</td>\n",
       "      <td>4-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925326299.shtml</td>\n",
       "      <td>东莞市永彩饰品商贸有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925326299.shtml</td>\n",
       "      <td>8小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>包装设计师</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924029899.shtml</td>\n",
       "      <td>东莞圣幸健康科技有限公司</td>\n",
       "      <td>东莞-寮步镇</td>\n",
       "      <td>https://m.liepin.com/job/1924029899.shtml</td>\n",
       "      <td>11小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>工业设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1923755193.shtml</td>\n",
       "      <td>广东逸动科技有限公司</td>\n",
       "      <td>东莞-松山湖</td>\n",
       "      <td>https://m.liepin.com/job/1923755193.shtml</td>\n",
       "      <td>6小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>配衬设计师</td>\n",
       "      <td>5-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1922992927.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞-虎门镇</td>\n",
       "      <td>https://m.liepin.com/job/1922992927.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ID设计师</td>\n",
       "      <td>4-6k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1922459511.shtml</td>\n",
       "      <td>东莞铭基电子科技集团有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1922459511.shtml</td>\n",
       "      <td>9小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>鞋类设计师</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1922007323.shtml</td>\n",
       "      <td>广东国立科技股份有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1922007323.shtml</td>\n",
       "      <td>2小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>全案设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1920689223.shtml</td>\n",
       "      <td>东莞市楷模家居用品制造有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>https://m.liepin.com/job/1920689223.shtml</td>\n",
       "      <td>11小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ui设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/19170025.shtml</td>\n",
       "      <td>某科技公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/a/19170025.shtml</td>\n",
       "      <td>11小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>工业设计师</td>\n",
       "      <td>10-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/17941859.shtml</td>\n",
       "      <td>东莞市某某电器有限公司</td>\n",
       "      <td>深圳,广州,东莞</td>\n",
       "      <td>https://m.liepin.com/a/17941859.shtml</td>\n",
       "      <td>11小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>牛仔设计师</td>\n",
       "      <td>5-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1915548256.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1915548256.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>女装设计师</td>\n",
       "      <td>8-15k·14薪</td>\n",
       "      <td>https://m.liepin.com/job/1914580971.shtml</td>\n",
       "      <td>广东印象派服装有限公司</td>\n",
       "      <td>东莞-大朗镇</td>\n",
       "      <td>https://m.liepin.com/job/1914580971.shtml</td>\n",
       "      <td>41分钟前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>童装设计师</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1912550575.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1912550575.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>男装设计师</td>\n",
       "      <td>4-6k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1910202880.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1910202880.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>图案设计师</td>\n",
       "      <td>5-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/199915892.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/199915892.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>女装设计师</td>\n",
       "      <td>4-6k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/196170943.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞-虎门镇</td>\n",
       "      <td>https://m.liepin.com/job/196170943.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>皮具设计师</td>\n",
       "      <td>8-13k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924289049.shtml</td>\n",
       "      <td>广州食草堂皮具发展有限公司</td>\n",
       "      <td>东莞-茶山镇</td>\n",
       "      <td>https://m.liepin.com/job/1924289049.shtml</td>\n",
       "      <td>昨天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>包装设计师</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926930569.shtml</td>\n",
       "      <td>东莞市春福润茶叶有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1926930569.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>包装设计师</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926930539.shtml</td>\n",
       "      <td>东莞市春福润茶叶有限公司</td>\n",
       "      <td>东莞-常平镇</td>\n",
       "      <td>https://m.liepin.com/job/1926930539.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>网页设计师</td>\n",
       "      <td>6-9k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926825377.shtml</td>\n",
       "      <td>广东大族粤铭激光集团股份有限公司</td>\n",
       "      <td>东莞-松山湖</td>\n",
       "      <td>https://m.liepin.com/job/1926825377.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>家装设计师</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924323361.shtml</td>\n",
       "      <td>东莞市美新商贸发展有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1924323361.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>内裤设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/18742987.shtml</td>\n",
       "      <td>东莞某品牌服装有限公司</td>\n",
       "      <td>东莞,广州,深圳</td>\n",
       "      <td>https://m.liepin.com/a/18742987.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>资深设计师</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1916025787.shtml</td>\n",
       "      <td>靓家居</td>\n",
       "      <td>东莞-长安镇</td>\n",
       "      <td>https://m.liepin.com/job/1916025787.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>工装设计师</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925864771.shtml</td>\n",
       "      <td>信宏实业广东</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925864771.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>ui设计师</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925280037.shtml</td>\n",
       "      <td>东莞市环华家居用品有限公司</td>\n",
       "      <td>东莞-大岭山</td>\n",
       "      <td>https://m.liepin.com/job/1925280037.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>图案设计师</td>\n",
       "      <td>5-6k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924397351.shtml</td>\n",
       "      <td>铅笔俱乐部童装</td>\n",
       "      <td>东莞-万江区</td>\n",
       "      <td>https://m.liepin.com/job/1924397351.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>展示设计师</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1922703261.shtml</td>\n",
       "      <td>东莞市环华家居用品有限公司</td>\n",
       "      <td>东莞-大岭山</td>\n",
       "      <td>https://m.liepin.com/job/1922703261.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>学习设计师</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/19461217.shtml</td>\n",
       "      <td>国内知名互联网企业</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/a/19461217.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>视觉设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/19416137.shtml</td>\n",
       "      <td>深圳某家居有限公司</td>\n",
       "      <td>广东,东莞,深圳</td>\n",
       "      <td>https://m.liepin.com/a/19416137.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>UX设计师</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://m.liepin.com/job/1926726851.shtml</td>\n",
       "      <td>华为</td>\n",
       "      <td>东莞-松山湖</td>\n",
       "      <td>https://m.liepin.com/job/1926726851.shtml</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>高级设计师</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925004051.shtml</td>\n",
       "      <td>东莞市华霖电器科技有限公司</td>\n",
       "      <td>东莞-寮步镇</td>\n",
       "      <td>https://m.liepin.com/job/1925004051.shtml</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>高级设计师</td>\n",
       "      <td>7-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1921933275.shtml</td>\n",
       "      <td>适居之家科技有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>https://m.liepin.com/job/1921933275.shtml</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>UI设计师</td>\n",
       "      <td>7-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1916872093.shtml</td>\n",
       "      <td>慕思寝室用品</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1916872093.shtml</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>交互设计师</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924762947.shtml</td>\n",
       "      <td>软通动力技术服务</td>\n",
       "      <td>东莞-松山湖</td>\n",
       "      <td>https://m.liepin.com/job/1924762947.shtml</td>\n",
       "      <td>2020-03-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>设计师总监</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://m.liepin.com/job/1924122263.shtml</td>\n",
       "      <td>武汉市首佳誉电子商务有限公司</td>\n",
       "      <td>东莞-长安镇</td>\n",
       "      <td>https://m.liepin.com/job/1924122263.shtml</td>\n",
       "      <td>2020-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>助理设计师</td>\n",
       "      <td>4-6k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1918857419.shtml</td>\n",
       "      <td>东莞市卡姿服饰有限公司</td>\n",
       "      <td>东莞-虎门镇</td>\n",
       "      <td>https://m.liepin.com/job/1918857419.shtml</td>\n",
       "      <td>2020-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>机电设计师</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://m.liepin.com/job/1915517192.shtml</td>\n",
       "      <td>奥园集团有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1915517192.shtml</td>\n",
       "      <td>2020-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>包装设计师</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926699005.shtml</td>\n",
       "      <td>东莞市鸿兴食品有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1926699005.shtml</td>\n",
       "      <td>2020-03-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>汉服设计师</td>\n",
       "      <td>7-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925317857.shtml</td>\n",
       "      <td>东莞市质加服饰有限公司</td>\n",
       "      <td>东莞-沙田镇</td>\n",
       "      <td>https://m.liepin.com/job/1925317857.shtml</td>\n",
       "      <td>2020-03-19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        职位          薪水                                         链接  \\\n",
       "0     设计师     7-9k·12薪  https://m.liepin.com/job/1925678667.shtml   \n",
       "1     设计师    6-12k·12薪  https://m.liepin.com/job/1917828313.shtml   \n",
       "2     设计师     5-8k·12薪  https://m.liepin.com/job/1926834107.shtml   \n",
       "3     设计师    8-13k·12薪  https://m.liepin.com/job/1926573527.shtml   \n",
       "4     设计师     6-8k·12薪  https://m.liepin.com/job/1921389445.shtml   \n",
       "5     设计师    5-10k·12薪  https://m.liepin.com/job/1924498917.shtml   \n",
       "6     设计师     3-8k·12薪  https://m.liepin.com/job/1923817791.shtml   \n",
       "7     设计师    5-10k·12薪      https://m.liepin.com/a/19427709.shtml   \n",
       "8     设计师    8-12k·12薪  https://m.liepin.com/job/1923669315.shtml   \n",
       "9     设计师     2-5k·12薪  https://m.liepin.com/job/1923545617.shtml   \n",
       "10    设计师    6-10k·12薪  https://m.liepin.com/job/1921231087.shtml   \n",
       "11    设计师     6-9k·12薪  https://m.liepin.com/job/1919732633.shtml   \n",
       "12    设计师   10-15k·12薪  https://m.liepin.com/job/1918299221.shtml   \n",
       "13    设计师     6-7k·12薪  https://m.liepin.com/job/1913422447.shtml   \n",
       "14    设计师    5-10k·12薪  https://m.liepin.com/job/1915677539.shtml   \n",
       "15  毛衫设计师    6-10k·13薪  https://m.liepin.com/job/1926849443.shtml   \n",
       "16  视觉设计师     7-9k·13薪  https://m.liepin.com/job/1926767343.shtml   \n",
       "17  珠宝设计师     4-7k·12薪  https://m.liepin.com/job/1926657717.shtml   \n",
       "18  工业设计师   10-15k·12薪  https://m.liepin.com/job/1925675447.shtml   \n",
       "19  UI设计师   15-20k·12薪  https://m.liepin.com/job/1925675237.shtml   \n",
       "20  网页设计师    8-10k·12薪  https://m.liepin.com/job/1925675175.shtml   \n",
       "21  珠宝设计师     4-7k·12薪  https://m.liepin.com/job/1925332601.shtml   \n",
       "22  设计师助理     4-7k·12薪  https://m.liepin.com/job/1925326299.shtml   \n",
       "23  包装设计师    5-10k·12薪  https://m.liepin.com/job/1924029899.shtml   \n",
       "24  工业设计师   10-15k·12薪  https://m.liepin.com/job/1923755193.shtml   \n",
       "25  配衬设计师     5-7k·12薪  https://m.liepin.com/job/1922992927.shtml   \n",
       "26  ID设计师     4-6k·12薪  https://m.liepin.com/job/1922459511.shtml   \n",
       "27  鞋类设计师    8-15k·12薪  https://m.liepin.com/job/1922007323.shtml   \n",
       "28  全案设计师   10-15k·12薪  https://m.liepin.com/job/1920689223.shtml   \n",
       "29  ui设计师   10-15k·12薪      https://m.liepin.com/a/19170025.shtml   \n",
       "30  工业设计师   10-12k·12薪      https://m.liepin.com/a/17941859.shtml   \n",
       "31  牛仔设计师     5-7k·12薪  https://m.liepin.com/job/1915548256.shtml   \n",
       "32  女装设计师    8-15k·14薪  https://m.liepin.com/job/1914580971.shtml   \n",
       "33  童装设计师     5-8k·12薪  https://m.liepin.com/job/1912550575.shtml   \n",
       "34  男装设计师     4-6k·12薪  https://m.liepin.com/job/1910202880.shtml   \n",
       "35  图案设计师     5-7k·12薪   https://m.liepin.com/job/199915892.shtml   \n",
       "36  女装设计师     4-6k·12薪   https://m.liepin.com/job/196170943.shtml   \n",
       "37  皮具设计师    8-13k·12薪  https://m.liepin.com/job/1924289049.shtml   \n",
       "38  包装设计师     6-8k·12薪  https://m.liepin.com/job/1926930569.shtml   \n",
       "39  包装设计师     6-8k·12薪  https://m.liepin.com/job/1926930539.shtml   \n",
       "40  网页设计师     6-9k·12薪  https://m.liepin.com/job/1926825377.shtml   \n",
       "41  家装设计师     5-8k·12薪  https://m.liepin.com/job/1924323361.shtml   \n",
       "42  内裤设计师   10-15k·12薪      https://m.liepin.com/a/18742987.shtml   \n",
       "43  资深设计师    8-10k·12薪  https://m.liepin.com/job/1916025787.shtml   \n",
       "44  工装设计师    8-15k·12薪  https://m.liepin.com/job/1925864771.shtml   \n",
       "45  ui设计师    8-12k·12薪  https://m.liepin.com/job/1925280037.shtml   \n",
       "46  图案设计师     5-6k·12薪  https://m.liepin.com/job/1924397351.shtml   \n",
       "47  展示设计师    6-10k·12薪  https://m.liepin.com/job/1922703261.shtml   \n",
       "48  学习设计师    8-12k·12薪      https://m.liepin.com/a/19461217.shtml   \n",
       "49  视觉设计师   10-15k·12薪      https://m.liepin.com/a/19416137.shtml   \n",
       "50  UX设计师           面议  https://m.liepin.com/job/1926726851.shtml   \n",
       "51  高级设计师   15-25k·12薪  https://m.liepin.com/job/1925004051.shtml   \n",
       "52  高级设计师     7-8k·12薪  https://m.liepin.com/job/1921933275.shtml   \n",
       "53  UI设计师    7-10k·12薪  https://m.liepin.com/job/1916872093.shtml   \n",
       "54  交互设计师   10-20k·12薪  https://m.liepin.com/job/1924762947.shtml   \n",
       "55  设计师总监           面议  https://m.liepin.com/job/1924122263.shtml   \n",
       "56  助理设计师     4-6k·12薪  https://m.liepin.com/job/1918857419.shtml   \n",
       "57  机电设计师           面议  https://m.liepin.com/job/1915517192.shtml   \n",
       "58  包装设计师     6-8k·12薪  https://m.liepin.com/job/1926699005.shtml   \n",
       "59  汉服设计师    7-12k·12薪  https://m.liepin.com/job/1925317857.shtml   \n",
       "\n",
       "                   公司名称      公司地点                                      公司URL  \\\n",
       "0            东莞建益陶瓷有限公司    东莞-塘厦镇  https://m.liepin.com/job/1925678667.shtml   \n",
       "1          东莞圣幸健康科技有限公司        东莞  https://m.liepin.com/job/1917828313.shtml   \n",
       "2           东莞市暄鑫商贸有限公司        东莞  https://m.liepin.com/job/1926834107.shtml   \n",
       "3       东莞市先生知识产权服务有限公司        东莞  https://m.liepin.com/job/1926573527.shtml   \n",
       "4           东莞市鸿兴食品有限公司    东莞-寮步镇  https://m.liepin.com/job/1921389445.shtml   \n",
       "5   深圳市宏运达建筑工程有限公司东莞分公司    东莞-凤岗镇  https://m.liepin.com/job/1924498917.shtml   \n",
       "6           东莞市汇家家居有限公司        东莞  https://m.liepin.com/job/1923817791.shtml   \n",
       "7                  XX公司    东莞-寮步镇      https://m.liepin.com/a/19427709.shtml   \n",
       "8           东莞市凌力电池有限公司    东莞-南城区  https://m.liepin.com/job/1923669315.shtml   \n",
       "9           东莞市天霖纸业有限公司    东莞-大岭山  https://m.liepin.com/job/1923545617.shtml   \n",
       "10         东莞市爱笛斯饰品有限公司    东莞-长安镇  https://m.liepin.com/job/1921231087.shtml   \n",
       "11        东莞市天介设计制作有限公司    东莞-厚街镇  https://m.liepin.com/job/1919732633.shtml   \n",
       "12      东莞市匠源装饰设计工程有限公司        东莞  https://m.liepin.com/job/1918299221.shtml   \n",
       "13      东莞市品雅餐饮策划管理有限公司        东莞  https://m.liepin.com/job/1913422447.shtml   \n",
       "14        东莞市凯成环保科技有限公司        东莞  https://m.liepin.com/job/1915677539.shtml   \n",
       "15          广东印象派服装有限公司    东莞-大朗镇  https://m.liepin.com/job/1926849443.shtml   \n",
       "16                 都市丽人        东莞  https://m.liepin.com/job/1926767343.shtml   \n",
       "17           东莞晶皇商贸有限公司    东莞-长安镇  https://m.liepin.com/job/1926657717.shtml   \n",
       "18         科好集团(香港)有限公司        东莞  https://m.liepin.com/job/1925675447.shtml   \n",
       "19         科好集团(香港)有限公司        东莞  https://m.liepin.com/job/1925675237.shtml   \n",
       "20         科好集团(香港)有限公司        东莞  https://m.liepin.com/job/1925675175.shtml   \n",
       "21        东莞市永彩饰品商贸有限公司        东莞  https://m.liepin.com/job/1925332601.shtml   \n",
       "22        东莞市永彩饰品商贸有限公司        东莞  https://m.liepin.com/job/1925326299.shtml   \n",
       "23         东莞圣幸健康科技有限公司    东莞-寮步镇  https://m.liepin.com/job/1924029899.shtml   \n",
       "24           广东逸动科技有限公司    东莞-松山湖  https://m.liepin.com/job/1923755193.shtml   \n",
       "25                   以纯    东莞-虎门镇  https://m.liepin.com/job/1922992927.shtml   \n",
       "26       东莞铭基电子科技集团有限公司        东莞  https://m.liepin.com/job/1922459511.shtml   \n",
       "27         广东国立科技股份有限公司        东莞  https://m.liepin.com/job/1922007323.shtml   \n",
       "28      东莞市楷模家居用品制造有限公司    东莞-厚街镇  https://m.liepin.com/job/1920689223.shtml   \n",
       "29                某科技公司        东莞      https://m.liepin.com/a/19170025.shtml   \n",
       "30          东莞市某某电器有限公司  深圳,广州,东莞      https://m.liepin.com/a/17941859.shtml   \n",
       "31                   以纯        东莞  https://m.liepin.com/job/1915548256.shtml   \n",
       "32          广东印象派服装有限公司    东莞-大朗镇  https://m.liepin.com/job/1914580971.shtml   \n",
       "33                   以纯        东莞  https://m.liepin.com/job/1912550575.shtml   \n",
       "34                   以纯        东莞  https://m.liepin.com/job/1910202880.shtml   \n",
       "35                   以纯        东莞   https://m.liepin.com/job/199915892.shtml   \n",
       "36                   以纯    东莞-虎门镇   https://m.liepin.com/job/196170943.shtml   \n",
       "37        广州食草堂皮具发展有限公司    东莞-茶山镇  https://m.liepin.com/job/1924289049.shtml   \n",
       "38         东莞市春福润茶叶有限公司        东莞  https://m.liepin.com/job/1926930569.shtml   \n",
       "39         东莞市春福润茶叶有限公司    东莞-常平镇  https://m.liepin.com/job/1926930539.shtml   \n",
       "40     广东大族粤铭激光集团股份有限公司    东莞-松山湖  https://m.liepin.com/job/1926825377.shtml   \n",
       "41        东莞市美新商贸发展有限公司        东莞  https://m.liepin.com/job/1924323361.shtml   \n",
       "42          东莞某品牌服装有限公司  东莞,广州,深圳      https://m.liepin.com/a/18742987.shtml   \n",
       "43                  靓家居    东莞-长安镇  https://m.liepin.com/job/1916025787.shtml   \n",
       "44               信宏实业广东        东莞  https://m.liepin.com/job/1925864771.shtml   \n",
       "45        东莞市环华家居用品有限公司    东莞-大岭山  https://m.liepin.com/job/1925280037.shtml   \n",
       "46              铅笔俱乐部童装    东莞-万江区  https://m.liepin.com/job/1924397351.shtml   \n",
       "47        东莞市环华家居用品有限公司    东莞-大岭山  https://m.liepin.com/job/1922703261.shtml   \n",
       "48            国内知名互联网企业        东莞      https://m.liepin.com/a/19461217.shtml   \n",
       "49            深圳某家居有限公司  广东,东莞,深圳      https://m.liepin.com/a/19416137.shtml   \n",
       "50                   华为    东莞-松山湖  https://m.liepin.com/job/1926726851.shtml   \n",
       "51        东莞市华霖电器科技有限公司    东莞-寮步镇  https://m.liepin.com/job/1925004051.shtml   \n",
       "52           适居之家科技有限公司    东莞-厚街镇  https://m.liepin.com/job/1921933275.shtml   \n",
       "53               慕思寝室用品        东莞  https://m.liepin.com/job/1916872093.shtml   \n",
       "54             软通动力技术服务    东莞-松山湖  https://m.liepin.com/job/1924762947.shtml   \n",
       "55       武汉市首佳誉电子商务有限公司    东莞-长安镇  https://m.liepin.com/job/1924122263.shtml   \n",
       "56          东莞市卡姿服饰有限公司    东莞-虎门镇  https://m.liepin.com/job/1918857419.shtml   \n",
       "57             奥园集团有限公司        东莞  https://m.liepin.com/job/1915517192.shtml   \n",
       "58          东莞市鸿兴食品有限公司        东莞  https://m.liepin.com/job/1926699005.shtml   \n",
       "59          东莞市质加服饰有限公司    东莞-沙田镇  https://m.liepin.com/job/1925317857.shtml   \n",
       "\n",
       "          发布时间  \n",
       "0         4小时前  \n",
       "1        11小时前  \n",
       "2           昨天  \n",
       "3        21小时前  \n",
       "4   2020-03-19  \n",
       "5         一个月前  \n",
       "6         一个月前  \n",
       "7   2020-03-23  \n",
       "8         一个月前  \n",
       "9         一个月前  \n",
       "10        一个月前  \n",
       "11        一个月前  \n",
       "12        一个月前  \n",
       "13        一个月前  \n",
       "14        一个月前  \n",
       "15       41分钟前  \n",
       "16        9小时前  \n",
       "17        8小时前  \n",
       "18        5小时前  \n",
       "19        5小时前  \n",
       "20        5小时前  \n",
       "21        8小时前  \n",
       "22        8小时前  \n",
       "23       11小时前  \n",
       "24        6小时前  \n",
       "25       12小时前  \n",
       "26        9小时前  \n",
       "27        2小时前  \n",
       "28       11小时前  \n",
       "29       11小时前  \n",
       "30       11小时前  \n",
       "31       12小时前  \n",
       "32       41分钟前  \n",
       "33       12小时前  \n",
       "34       12小时前  \n",
       "35       12小时前  \n",
       "36       12小时前  \n",
       "37          昨天  \n",
       "38          前天  \n",
       "39          前天  \n",
       "40          前天  \n",
       "41          前天  \n",
       "42          前天  \n",
       "43          前天  \n",
       "44  2020-03-24  \n",
       "45  2020-03-24  \n",
       "46  2020-03-24  \n",
       "47  2020-03-24  \n",
       "48  2020-03-24  \n",
       "49  2020-03-24  \n",
       "50  2020-03-23  \n",
       "51  2020-03-23  \n",
       "52  2020-03-23  \n",
       "53  2020-03-23  \n",
       "54  2020-03-21  \n",
       "55  2020-03-20  \n",
       "56  2020-03-20  \n",
       "57  2020-03-20  \n",
       "58  2020-03-19  \n",
       "59  2020-03-19  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import pandas as pd\n",
    "session =HTMLSession()\n",
    "\n",
    "r =session.get('https://m.liepin.com/zhaopin/?keyword=设计师')\n",
    "df = pd.DataFrame( {\n",
    "         \"职位\": r.html.xpath('//span[@class=\"name-text\"]/text()'),\n",
    "         \"薪水\": r.html.xpath('//li[@class=\"flexbox\"]/span/text()'),\n",
    "         \"链接\": r.html.xpath('//li[@class=\"flexbox\"]/a/@href'), \n",
    "         \"公司名称\": r.html.xpath('//*[@class=\"ellipsis-1 company-name\"]/text()'),\n",
    "         \"公司地点\": r.html.xpath('//*[@class=\"right-info\"]/ul/li[3]/a/text()'),\n",
    "         \"公司URL\": r.html.xpath('//dd[\"@class=right-info\"]/ul/li[1]/a/@href'),\n",
    "         \"发布时间\": r.html.xpath('//dd[\"@class=right-info\"]/ul/li[3]/time/text()'), \n",
    "          \n",
    "     \n",
    "        })\n",
    "df\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用 xpath 应用 [m.liepin.com](m.liepin.com)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位</th>\n",
       "      <th>薪水</th>\n",
       "      <th>链接</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>公司URL</th>\n",
       "      <th>发布时间</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>设计师</td>\n",
       "      <td>7-9k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925678667.shtml</td>\n",
       "      <td>东莞建益陶瓷有限公司</td>\n",
       "      <td>东莞-塘厦镇</td>\n",
       "      <td>https://m.liepin.com/job/1925678667.shtml</td>\n",
       "      <td>5小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>设计师</td>\n",
       "      <td>6-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1917828313.shtml</td>\n",
       "      <td>东莞圣幸健康科技有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1917828313.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>设计师</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926834107.shtml</td>\n",
       "      <td>东莞市暄鑫商贸有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1926834107.shtml</td>\n",
       "      <td>昨天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>设计师</td>\n",
       "      <td>8-13k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926573527.shtml</td>\n",
       "      <td>东莞市先生知识产权服务有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1926573527.shtml</td>\n",
       "      <td>22小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>设计师</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1921389445.shtml</td>\n",
       "      <td>东莞市鸿兴食品有限公司</td>\n",
       "      <td>东莞-寮步镇</td>\n",
       "      <td>https://m.liepin.com/job/1921389445.shtml</td>\n",
       "      <td>2020-03-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>设计师</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924498917.shtml</td>\n",
       "      <td>深圳市宏运达建筑工程有限公司东莞分公司</td>\n",
       "      <td>东莞-凤岗镇</td>\n",
       "      <td>https://m.liepin.com/job/1924498917.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>设计师</td>\n",
       "      <td>3-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1923817791.shtml</td>\n",
       "      <td>东莞市汇家家居有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1923817791.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>设计师</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/19427709.shtml</td>\n",
       "      <td>XX公司</td>\n",
       "      <td>东莞-寮步镇</td>\n",
       "      <td>https://m.liepin.com/a/19427709.shtml</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>设计师</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1923669315.shtml</td>\n",
       "      <td>东莞市凌力电池有限公司</td>\n",
       "      <td>东莞-南城区</td>\n",
       "      <td>https://m.liepin.com/job/1923669315.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>设计师</td>\n",
       "      <td>2-5k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1923545617.shtml</td>\n",
       "      <td>东莞市天霖纸业有限公司</td>\n",
       "      <td>东莞-大岭山</td>\n",
       "      <td>https://m.liepin.com/job/1923545617.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>设计师</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1921231087.shtml</td>\n",
       "      <td>东莞市爱笛斯饰品有限公司</td>\n",
       "      <td>东莞-长安镇</td>\n",
       "      <td>https://m.liepin.com/job/1921231087.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>设计师</td>\n",
       "      <td>6-9k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1919732633.shtml</td>\n",
       "      <td>东莞市天介设计制作有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>https://m.liepin.com/job/1919732633.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1918299221.shtml</td>\n",
       "      <td>东莞市匠源装饰设计工程有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1918299221.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>设计师</td>\n",
       "      <td>6-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1913422447.shtml</td>\n",
       "      <td>东莞市品雅餐饮策划管理有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1913422447.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>设计师</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1915677539.shtml</td>\n",
       "      <td>东莞市凯成环保科技有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1915677539.shtml</td>\n",
       "      <td>一个月前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>毛衫设计师</td>\n",
       "      <td>6-10k·13薪</td>\n",
       "      <td>https://m.liepin.com/job/1926849443.shtml</td>\n",
       "      <td>广东印象派服装有限公司</td>\n",
       "      <td>东莞-大朗镇</td>\n",
       "      <td>https://m.liepin.com/job/1926849443.shtml</td>\n",
       "      <td>1小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>视觉设计师</td>\n",
       "      <td>7-9k·13薪</td>\n",
       "      <td>https://m.liepin.com/job/1926767343.shtml</td>\n",
       "      <td>都市丽人</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1926767343.shtml</td>\n",
       "      <td>10小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>珠宝设计师</td>\n",
       "      <td>4-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926657717.shtml</td>\n",
       "      <td>东莞晶皇商贸有限公司</td>\n",
       "      <td>东莞-长安镇</td>\n",
       "      <td>https://m.liepin.com/job/1926657717.shtml</td>\n",
       "      <td>9小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>工业设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925675447.shtml</td>\n",
       "      <td>科好集团(香港)有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925675447.shtml</td>\n",
       "      <td>6小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>UI设计师</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925675237.shtml</td>\n",
       "      <td>科好集团(香港)有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925675237.shtml</td>\n",
       "      <td>6小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>网页设计师</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925675175.shtml</td>\n",
       "      <td>科好集团(香港)有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925675175.shtml</td>\n",
       "      <td>6小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>珠宝设计师</td>\n",
       "      <td>4-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925332601.shtml</td>\n",
       "      <td>东莞市永彩饰品商贸有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925332601.shtml</td>\n",
       "      <td>9小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>设计师助理</td>\n",
       "      <td>4-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925326299.shtml</td>\n",
       "      <td>东莞市永彩饰品商贸有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925326299.shtml</td>\n",
       "      <td>9小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>包装设计师</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924029899.shtml</td>\n",
       "      <td>东莞圣幸健康科技有限公司</td>\n",
       "      <td>东莞-寮步镇</td>\n",
       "      <td>https://m.liepin.com/job/1924029899.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>工业设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1923755193.shtml</td>\n",
       "      <td>广东逸动科技有限公司</td>\n",
       "      <td>东莞-松山湖</td>\n",
       "      <td>https://m.liepin.com/job/1923755193.shtml</td>\n",
       "      <td>7小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>配衬设计师</td>\n",
       "      <td>5-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1922992927.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞-虎门镇</td>\n",
       "      <td>https://m.liepin.com/job/1922992927.shtml</td>\n",
       "      <td>13小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ID设计师</td>\n",
       "      <td>4-6k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1922459511.shtml</td>\n",
       "      <td>东莞铭基电子科技集团有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1922459511.shtml</td>\n",
       "      <td>10小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>鞋类设计师</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1922007323.shtml</td>\n",
       "      <td>广东国立科技股份有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1922007323.shtml</td>\n",
       "      <td>3小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>全案设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1920689223.shtml</td>\n",
       "      <td>东莞市楷模家居用品制造有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>https://m.liepin.com/job/1920689223.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ui设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/19170025.shtml</td>\n",
       "      <td>某科技公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/a/19170025.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>工业设计师</td>\n",
       "      <td>10-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/17941859.shtml</td>\n",
       "      <td>东莞市某某电器有限公司</td>\n",
       "      <td>深圳,广州,东莞</td>\n",
       "      <td>https://m.liepin.com/a/17941859.shtml</td>\n",
       "      <td>12小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>牛仔设计师</td>\n",
       "      <td>5-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1915548256.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1915548256.shtml</td>\n",
       "      <td>13小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>女装设计师</td>\n",
       "      <td>8-15k·14薪</td>\n",
       "      <td>https://m.liepin.com/job/1914580971.shtml</td>\n",
       "      <td>广东印象派服装有限公司</td>\n",
       "      <td>东莞-大朗镇</td>\n",
       "      <td>https://m.liepin.com/job/1914580971.shtml</td>\n",
       "      <td>1小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>童装设计师</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1912550575.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1912550575.shtml</td>\n",
       "      <td>13小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>男装设计师</td>\n",
       "      <td>4-6k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1910202880.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1910202880.shtml</td>\n",
       "      <td>13小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>图案设计师</td>\n",
       "      <td>5-7k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/199915892.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/199915892.shtml</td>\n",
       "      <td>13小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>女装设计师</td>\n",
       "      <td>4-6k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/196170943.shtml</td>\n",
       "      <td>以纯</td>\n",
       "      <td>东莞-虎门镇</td>\n",
       "      <td>https://m.liepin.com/job/196170943.shtml</td>\n",
       "      <td>13小时前</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>皮具设计师</td>\n",
       "      <td>8-13k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924289049.shtml</td>\n",
       "      <td>广州食草堂皮具发展有限公司</td>\n",
       "      <td>东莞-茶山镇</td>\n",
       "      <td>https://m.liepin.com/job/1924289049.shtml</td>\n",
       "      <td>昨天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>包装设计师</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926930569.shtml</td>\n",
       "      <td>东莞市春福润茶叶有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1926930569.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>包装设计师</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926930539.shtml</td>\n",
       "      <td>东莞市春福润茶叶有限公司</td>\n",
       "      <td>东莞-常平镇</td>\n",
       "      <td>https://m.liepin.com/job/1926930539.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>网页设计师</td>\n",
       "      <td>6-9k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926825377.shtml</td>\n",
       "      <td>广东大族粤铭激光集团股份有限公司</td>\n",
       "      <td>东莞-松山湖</td>\n",
       "      <td>https://m.liepin.com/job/1926825377.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>家装设计师</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924323361.shtml</td>\n",
       "      <td>东莞市美新商贸发展有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1924323361.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>内裤设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/18742987.shtml</td>\n",
       "      <td>东莞某品牌服装有限公司</td>\n",
       "      <td>东莞,广州,深圳</td>\n",
       "      <td>https://m.liepin.com/a/18742987.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>资深设计师</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1916025787.shtml</td>\n",
       "      <td>靓家居</td>\n",
       "      <td>东莞-长安镇</td>\n",
       "      <td>https://m.liepin.com/job/1916025787.shtml</td>\n",
       "      <td>前天</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>工装设计师</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925864771.shtml</td>\n",
       "      <td>信宏实业广东</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1925864771.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>ui设计师</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925280037.shtml</td>\n",
       "      <td>东莞市环华家居用品有限公司</td>\n",
       "      <td>东莞-大岭山</td>\n",
       "      <td>https://m.liepin.com/job/1925280037.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>图案设计师</td>\n",
       "      <td>5-6k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924397351.shtml</td>\n",
       "      <td>铅笔俱乐部童装</td>\n",
       "      <td>东莞-万江区</td>\n",
       "      <td>https://m.liepin.com/job/1924397351.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>展示设计师</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1922703261.shtml</td>\n",
       "      <td>东莞市环华家居用品有限公司</td>\n",
       "      <td>东莞-大岭山</td>\n",
       "      <td>https://m.liepin.com/job/1922703261.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>学习设计师</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/19461217.shtml</td>\n",
       "      <td>国内知名互联网企业</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/a/19461217.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>视觉设计师</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>https://m.liepin.com/a/19416137.shtml</td>\n",
       "      <td>深圳某家居有限公司</td>\n",
       "      <td>广东,东莞,深圳</td>\n",
       "      <td>https://m.liepin.com/a/19416137.shtml</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>UX设计师</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://m.liepin.com/job/1926726851.shtml</td>\n",
       "      <td>华为</td>\n",
       "      <td>东莞-松山湖</td>\n",
       "      <td>https://m.liepin.com/job/1926726851.shtml</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>高级设计师</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925004051.shtml</td>\n",
       "      <td>东莞市华霖电器科技有限公司</td>\n",
       "      <td>东莞-寮步镇</td>\n",
       "      <td>https://m.liepin.com/job/1925004051.shtml</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>高级设计师</td>\n",
       "      <td>7-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1921933275.shtml</td>\n",
       "      <td>适居之家科技有限公司</td>\n",
       "      <td>东莞-厚街镇</td>\n",
       "      <td>https://m.liepin.com/job/1921933275.shtml</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>UI设计师</td>\n",
       "      <td>7-10k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1916872093.shtml</td>\n",
       "      <td>慕思寝室用品</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1916872093.shtml</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>交互设计师</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1924762947.shtml</td>\n",
       "      <td>软通动力技术服务</td>\n",
       "      <td>东莞-松山湖</td>\n",
       "      <td>https://m.liepin.com/job/1924762947.shtml</td>\n",
       "      <td>2020-03-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>设计师总监</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://m.liepin.com/job/1924122263.shtml</td>\n",
       "      <td>武汉市首佳誉电子商务有限公司</td>\n",
       "      <td>东莞-长安镇</td>\n",
       "      <td>https://m.liepin.com/job/1924122263.shtml</td>\n",
       "      <td>2020-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>助理设计师</td>\n",
       "      <td>4-6k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1918857419.shtml</td>\n",
       "      <td>东莞市卡姿服饰有限公司</td>\n",
       "      <td>东莞-虎门镇</td>\n",
       "      <td>https://m.liepin.com/job/1918857419.shtml</td>\n",
       "      <td>2020-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>机电设计师</td>\n",
       "      <td>面议</td>\n",
       "      <td>https://m.liepin.com/job/1915517192.shtml</td>\n",
       "      <td>奥园集团有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1915517192.shtml</td>\n",
       "      <td>2020-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>包装设计师</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1926699005.shtml</td>\n",
       "      <td>东莞市鸿兴食品有限公司</td>\n",
       "      <td>东莞</td>\n",
       "      <td>https://m.liepin.com/job/1926699005.shtml</td>\n",
       "      <td>2020-03-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>汉服设计师</td>\n",
       "      <td>7-12k·12薪</td>\n",
       "      <td>https://m.liepin.com/job/1925317857.shtml</td>\n",
       "      <td>东莞市质加服饰有限公司</td>\n",
       "      <td>东莞-沙田镇</td>\n",
       "      <td>https://m.liepin.com/job/1925317857.shtml</td>\n",
       "      <td>2020-03-19</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        职位          薪水                                         链接  \\\n",
       "0     设计师     7-9k·12薪  https://m.liepin.com/job/1925678667.shtml   \n",
       "1     设计师    6-12k·12薪  https://m.liepin.com/job/1917828313.shtml   \n",
       "2     设计师     5-8k·12薪  https://m.liepin.com/job/1926834107.shtml   \n",
       "3     设计师    8-13k·12薪  https://m.liepin.com/job/1926573527.shtml   \n",
       "4     设计师     6-8k·12薪  https://m.liepin.com/job/1921389445.shtml   \n",
       "5     设计师    5-10k·12薪  https://m.liepin.com/job/1924498917.shtml   \n",
       "6     设计师     3-8k·12薪  https://m.liepin.com/job/1923817791.shtml   \n",
       "7     设计师    5-10k·12薪      https://m.liepin.com/a/19427709.shtml   \n",
       "8     设计师    8-12k·12薪  https://m.liepin.com/job/1923669315.shtml   \n",
       "9     设计师     2-5k·12薪  https://m.liepin.com/job/1923545617.shtml   \n",
       "10    设计师    6-10k·12薪  https://m.liepin.com/job/1921231087.shtml   \n",
       "11    设计师     6-9k·12薪  https://m.liepin.com/job/1919732633.shtml   \n",
       "12    设计师   10-15k·12薪  https://m.liepin.com/job/1918299221.shtml   \n",
       "13    设计师     6-7k·12薪  https://m.liepin.com/job/1913422447.shtml   \n",
       "14    设计师    5-10k·12薪  https://m.liepin.com/job/1915677539.shtml   \n",
       "15  毛衫设计师    6-10k·13薪  https://m.liepin.com/job/1926849443.shtml   \n",
       "16  视觉设计师     7-9k·13薪  https://m.liepin.com/job/1926767343.shtml   \n",
       "17  珠宝设计师     4-7k·12薪  https://m.liepin.com/job/1926657717.shtml   \n",
       "18  工业设计师   10-15k·12薪  https://m.liepin.com/job/1925675447.shtml   \n",
       "19  UI设计师   15-20k·12薪  https://m.liepin.com/job/1925675237.shtml   \n",
       "20  网页设计师    8-10k·12薪  https://m.liepin.com/job/1925675175.shtml   \n",
       "21  珠宝设计师     4-7k·12薪  https://m.liepin.com/job/1925332601.shtml   \n",
       "22  设计师助理     4-7k·12薪  https://m.liepin.com/job/1925326299.shtml   \n",
       "23  包装设计师    5-10k·12薪  https://m.liepin.com/job/1924029899.shtml   \n",
       "24  工业设计师   10-15k·12薪  https://m.liepin.com/job/1923755193.shtml   \n",
       "25  配衬设计师     5-7k·12薪  https://m.liepin.com/job/1922992927.shtml   \n",
       "26  ID设计师     4-6k·12薪  https://m.liepin.com/job/1922459511.shtml   \n",
       "27  鞋类设计师    8-15k·12薪  https://m.liepin.com/job/1922007323.shtml   \n",
       "28  全案设计师   10-15k·12薪  https://m.liepin.com/job/1920689223.shtml   \n",
       "29  ui设计师   10-15k·12薪      https://m.liepin.com/a/19170025.shtml   \n",
       "30  工业设计师   10-12k·12薪      https://m.liepin.com/a/17941859.shtml   \n",
       "31  牛仔设计师     5-7k·12薪  https://m.liepin.com/job/1915548256.shtml   \n",
       "32  女装设计师    8-15k·14薪  https://m.liepin.com/job/1914580971.shtml   \n",
       "33  童装设计师     5-8k·12薪  https://m.liepin.com/job/1912550575.shtml   \n",
       "34  男装设计师     4-6k·12薪  https://m.liepin.com/job/1910202880.shtml   \n",
       "35  图案设计师     5-7k·12薪   https://m.liepin.com/job/199915892.shtml   \n",
       "36  女装设计师     4-6k·12薪   https://m.liepin.com/job/196170943.shtml   \n",
       "37  皮具设计师    8-13k·12薪  https://m.liepin.com/job/1924289049.shtml   \n",
       "38  包装设计师     6-8k·12薪  https://m.liepin.com/job/1926930569.shtml   \n",
       "39  包装设计师     6-8k·12薪  https://m.liepin.com/job/1926930539.shtml   \n",
       "40  网页设计师     6-9k·12薪  https://m.liepin.com/job/1926825377.shtml   \n",
       "41  家装设计师     5-8k·12薪  https://m.liepin.com/job/1924323361.shtml   \n",
       "42  内裤设计师   10-15k·12薪      https://m.liepin.com/a/18742987.shtml   \n",
       "43  资深设计师    8-10k·12薪  https://m.liepin.com/job/1916025787.shtml   \n",
       "44  工装设计师    8-15k·12薪  https://m.liepin.com/job/1925864771.shtml   \n",
       "45  ui设计师    8-12k·12薪  https://m.liepin.com/job/1925280037.shtml   \n",
       "46  图案设计师     5-6k·12薪  https://m.liepin.com/job/1924397351.shtml   \n",
       "47  展示设计师    6-10k·12薪  https://m.liepin.com/job/1922703261.shtml   \n",
       "48  学习设计师    8-12k·12薪      https://m.liepin.com/a/19461217.shtml   \n",
       "49  视觉设计师   10-15k·12薪      https://m.liepin.com/a/19416137.shtml   \n",
       "50  UX设计师           面议  https://m.liepin.com/job/1926726851.shtml   \n",
       "51  高级设计师   15-25k·12薪  https://m.liepin.com/job/1925004051.shtml   \n",
       "52  高级设计师     7-8k·12薪  https://m.liepin.com/job/1921933275.shtml   \n",
       "53  UI设计师    7-10k·12薪  https://m.liepin.com/job/1916872093.shtml   \n",
       "54  交互设计师   10-20k·12薪  https://m.liepin.com/job/1924762947.shtml   \n",
       "55  设计师总监           面议  https://m.liepin.com/job/1924122263.shtml   \n",
       "56  助理设计师     4-6k·12薪  https://m.liepin.com/job/1918857419.shtml   \n",
       "57  机电设计师           面议  https://m.liepin.com/job/1915517192.shtml   \n",
       "58  包装设计师     6-8k·12薪  https://m.liepin.com/job/1926699005.shtml   \n",
       "59  汉服设计师    7-12k·12薪  https://m.liepin.com/job/1925317857.shtml   \n",
       "\n",
       "                   公司名称      公司地点                                      公司URL  \\\n",
       "0            东莞建益陶瓷有限公司    东莞-塘厦镇  https://m.liepin.com/job/1925678667.shtml   \n",
       "1          东莞圣幸健康科技有限公司        东莞  https://m.liepin.com/job/1917828313.shtml   \n",
       "2           东莞市暄鑫商贸有限公司        东莞  https://m.liepin.com/job/1926834107.shtml   \n",
       "3       东莞市先生知识产权服务有限公司        东莞  https://m.liepin.com/job/1926573527.shtml   \n",
       "4           东莞市鸿兴食品有限公司    东莞-寮步镇  https://m.liepin.com/job/1921389445.shtml   \n",
       "5   深圳市宏运达建筑工程有限公司东莞分公司    东莞-凤岗镇  https://m.liepin.com/job/1924498917.shtml   \n",
       "6           东莞市汇家家居有限公司        东莞  https://m.liepin.com/job/1923817791.shtml   \n",
       "7                  XX公司    东莞-寮步镇      https://m.liepin.com/a/19427709.shtml   \n",
       "8           东莞市凌力电池有限公司    东莞-南城区  https://m.liepin.com/job/1923669315.shtml   \n",
       "9           东莞市天霖纸业有限公司    东莞-大岭山  https://m.liepin.com/job/1923545617.shtml   \n",
       "10         东莞市爱笛斯饰品有限公司    东莞-长安镇  https://m.liepin.com/job/1921231087.shtml   \n",
       "11        东莞市天介设计制作有限公司    东莞-厚街镇  https://m.liepin.com/job/1919732633.shtml   \n",
       "12      东莞市匠源装饰设计工程有限公司        东莞  https://m.liepin.com/job/1918299221.shtml   \n",
       "13      东莞市品雅餐饮策划管理有限公司        东莞  https://m.liepin.com/job/1913422447.shtml   \n",
       "14        东莞市凯成环保科技有限公司        东莞  https://m.liepin.com/job/1915677539.shtml   \n",
       "15          广东印象派服装有限公司    东莞-大朗镇  https://m.liepin.com/job/1926849443.shtml   \n",
       "16                 都市丽人        东莞  https://m.liepin.com/job/1926767343.shtml   \n",
       "17           东莞晶皇商贸有限公司    东莞-长安镇  https://m.liepin.com/job/1926657717.shtml   \n",
       "18         科好集团(香港)有限公司        东莞  https://m.liepin.com/job/1925675447.shtml   \n",
       "19         科好集团(香港)有限公司        东莞  https://m.liepin.com/job/1925675237.shtml   \n",
       "20         科好集团(香港)有限公司        东莞  https://m.liepin.com/job/1925675175.shtml   \n",
       "21        东莞市永彩饰品商贸有限公司        东莞  https://m.liepin.com/job/1925332601.shtml   \n",
       "22        东莞市永彩饰品商贸有限公司        东莞  https://m.liepin.com/job/1925326299.shtml   \n",
       "23         东莞圣幸健康科技有限公司    东莞-寮步镇  https://m.liepin.com/job/1924029899.shtml   \n",
       "24           广东逸动科技有限公司    东莞-松山湖  https://m.liepin.com/job/1923755193.shtml   \n",
       "25                   以纯    东莞-虎门镇  https://m.liepin.com/job/1922992927.shtml   \n",
       "26       东莞铭基电子科技集团有限公司        东莞  https://m.liepin.com/job/1922459511.shtml   \n",
       "27         广东国立科技股份有限公司        东莞  https://m.liepin.com/job/1922007323.shtml   \n",
       "28      东莞市楷模家居用品制造有限公司    东莞-厚街镇  https://m.liepin.com/job/1920689223.shtml   \n",
       "29                某科技公司        东莞      https://m.liepin.com/a/19170025.shtml   \n",
       "30          东莞市某某电器有限公司  深圳,广州,东莞      https://m.liepin.com/a/17941859.shtml   \n",
       "31                   以纯        东莞  https://m.liepin.com/job/1915548256.shtml   \n",
       "32          广东印象派服装有限公司    东莞-大朗镇  https://m.liepin.com/job/1914580971.shtml   \n",
       "33                   以纯        东莞  https://m.liepin.com/job/1912550575.shtml   \n",
       "34                   以纯        东莞  https://m.liepin.com/job/1910202880.shtml   \n",
       "35                   以纯        东莞   https://m.liepin.com/job/199915892.shtml   \n",
       "36                   以纯    东莞-虎门镇   https://m.liepin.com/job/196170943.shtml   \n",
       "37        广州食草堂皮具发展有限公司    东莞-茶山镇  https://m.liepin.com/job/1924289049.shtml   \n",
       "38         东莞市春福润茶叶有限公司        东莞  https://m.liepin.com/job/1926930569.shtml   \n",
       "39         东莞市春福润茶叶有限公司    东莞-常平镇  https://m.liepin.com/job/1926930539.shtml   \n",
       "40     广东大族粤铭激光集团股份有限公司    东莞-松山湖  https://m.liepin.com/job/1926825377.shtml   \n",
       "41        东莞市美新商贸发展有限公司        东莞  https://m.liepin.com/job/1924323361.shtml   \n",
       "42          东莞某品牌服装有限公司  东莞,广州,深圳      https://m.liepin.com/a/18742987.shtml   \n",
       "43                  靓家居    东莞-长安镇  https://m.liepin.com/job/1916025787.shtml   \n",
       "44               信宏实业广东        东莞  https://m.liepin.com/job/1925864771.shtml   \n",
       "45        东莞市环华家居用品有限公司    东莞-大岭山  https://m.liepin.com/job/1925280037.shtml   \n",
       "46              铅笔俱乐部童装    东莞-万江区  https://m.liepin.com/job/1924397351.shtml   \n",
       "47        东莞市环华家居用品有限公司    东莞-大岭山  https://m.liepin.com/job/1922703261.shtml   \n",
       "48            国内知名互联网企业        东莞      https://m.liepin.com/a/19461217.shtml   \n",
       "49            深圳某家居有限公司  广东,东莞,深圳      https://m.liepin.com/a/19416137.shtml   \n",
       "50                   华为    东莞-松山湖  https://m.liepin.com/job/1926726851.shtml   \n",
       "51        东莞市华霖电器科技有限公司    东莞-寮步镇  https://m.liepin.com/job/1925004051.shtml   \n",
       "52           适居之家科技有限公司    东莞-厚街镇  https://m.liepin.com/job/1921933275.shtml   \n",
       "53               慕思寝室用品        东莞  https://m.liepin.com/job/1916872093.shtml   \n",
       "54             软通动力技术服务    东莞-松山湖  https://m.liepin.com/job/1924762947.shtml   \n",
       "55       武汉市首佳誉电子商务有限公司    东莞-长安镇  https://m.liepin.com/job/1924122263.shtml   \n",
       "56          东莞市卡姿服饰有限公司    东莞-虎门镇  https://m.liepin.com/job/1918857419.shtml   \n",
       "57             奥园集团有限公司        东莞  https://m.liepin.com/job/1915517192.shtml   \n",
       "58          东莞市鸿兴食品有限公司        东莞  https://m.liepin.com/job/1926699005.shtml   \n",
       "59          东莞市质加服饰有限公司    东莞-沙田镇  https://m.liepin.com/job/1925317857.shtml   \n",
       "\n",
       "          发布时间  \n",
       "0         5小时前  \n",
       "1        12小时前  \n",
       "2           昨天  \n",
       "3        22小时前  \n",
       "4   2020-03-19  \n",
       "5         一个月前  \n",
       "6         一个月前  \n",
       "7   2020-03-23  \n",
       "8         一个月前  \n",
       "9         一个月前  \n",
       "10        一个月前  \n",
       "11        一个月前  \n",
       "12        一个月前  \n",
       "13        一个月前  \n",
       "14        一个月前  \n",
       "15        1小时前  \n",
       "16       10小时前  \n",
       "17        9小时前  \n",
       "18        6小时前  \n",
       "19        6小时前  \n",
       "20        6小时前  \n",
       "21        9小时前  \n",
       "22        9小时前  \n",
       "23       12小时前  \n",
       "24        7小时前  \n",
       "25       13小时前  \n",
       "26       10小时前  \n",
       "27        3小时前  \n",
       "28       12小时前  \n",
       "29       12小时前  \n",
       "30       12小时前  \n",
       "31       13小时前  \n",
       "32        1小时前  \n",
       "33       13小时前  \n",
       "34       13小时前  \n",
       "35       13小时前  \n",
       "36       13小时前  \n",
       "37          昨天  \n",
       "38          前天  \n",
       "39          前天  \n",
       "40          前天  \n",
       "41          前天  \n",
       "42          前天  \n",
       "43          前天  \n",
       "44  2020-03-24  \n",
       "45  2020-03-24  \n",
       "46  2020-03-24  \n",
       "47  2020-03-24  \n",
       "48  2020-03-24  \n",
       "49  2020-03-24  \n",
       "50  2020-03-23  \n",
       "51  2020-03-23  \n",
       "52  2020-03-23  \n",
       "53  2020-03-23  \n",
       "54  2020-03-21  \n",
       "55  2020-03-20  \n",
       "56  2020-03-20  \n",
       "57  2020-03-20  \n",
       "58  2020-03-19  \n",
       "59  2020-03-19  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import pandas as pd\n",
    "session =HTMLSession()\n",
    "\n",
    "r =session.get('https://m.liepin.com/zhaopin/?keyword=设计师')\n",
    "df = pd.DataFrame( {\n",
    "         \"职位\": r.html.xpath('//span[@class=\"name-text\"]/text()'),\n",
    "         \"薪水\": r.html.xpath('//li[@class=\"flexbox\"]/span/text()'),\n",
    "         \"链接\": r.html.xpath('//li[@class=\"flexbox\"]/a/@href'), \n",
    "         \"公司名称\": r.html.xpath('//*[@class=\"ellipsis-1 company-name\"]/text()'),\n",
    "         \"公司地点\": r.html.xpath('//*[@class=\"right-info\"]/ul/li[3]/a/text()'),\n",
    "         \"公司URL\": r.html.xpath('//dd[\"@class=right-info\"]/ul/li[1]/a/@href'),\n",
    "         \"发布时间\": r.html.xpath('//dd[\"@class=right-info\"]/ul/li[3]/time/text()'), \n",
    "          \n",
    "     \n",
    "        })\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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